In this section we consider the special type of constraints that are linearly-perturbed, which was studied first in [1]}. In detail, in this case the constraints and their predictions are:
\(g_t(x)=g(x)+b_t \quad \text{and} \quad \tilde{g}_t(x)=g(x)+\tilde{b}_t. \) 
